Record, CLM, bronze and silver
CLM-423872
Received 2026-07-03T10:53:29Z, line 22,660 of the CLM feed
CLMScored
Bronze vs silver
Field by field: what arrived, what normalisation produced, and whether anything changed
| Field | Bronze (as received) | Silver (normalised) | Change |
|---|---|---|---|
| First name | Lauren·· | Lauren | Changed |
| Middle | — | — | Unchanged |
| Last name | Johnston·· | Johnston | Changed |
| Date of birth | 1983-11-27 | 1983-11-27 | Unchanged |
| Gender | M | M | Unchanged |
| Member ID | — | — | Unchanged |
| SSN | - | — | Cleared |
| Phone | +1 678 346 3128 | 6783463128 | Parsed |
| — | — | Unchanged | |
| Address | NULL | — | Cleared |
| City | N/A | — | Cleared |
| State | NULL | — | Cleared |
| ZIP | — | — | Unchanged |
| Group | — | — | Unchanged |
| Plan | NULL | — | Cleared |
- Quality score
- 0.94
- Name key
- lauren|johnston
- Address key
- —
- Canonical first
- lauren
Quality flags
3 raised during normalisation
- Phone reformattedPhone reduced to ten digits, punctuation and leading country code removed
- Whitespace trimmedLeading or trailing whitespace removed from one or more fields
- Placeholder values clearedPlaceholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Candidate pairs
Every scored comparison involving this record, highest score first
| Other record | Score | Method | Rule | Decision |
|---|---|---|---|---|
| CLM-423871 | 1.00 | Scored | — | Auto-linked |
| ENR-131226 | 0.99 | Scored | — | Auto-linked |
| TPA-60500 | 0.83 | Scored | — | Sent to steward |
| CLM-408484 | 0.63 | Scored | — | Sent to steward |
| PRV-22510 | 0.63 | Scored | — | Sent to steward |
| CLM-408485 | 0.63 | Scored | — | Sent to steward |
Resolution
Linked 2026-10-19 19:54:36
- Identity
- MBR-027505
- Method
- Scored
- Confidence
- 1.00
- Rule
- weighted score, no rule
Golden record: Lauren Johnston, 1983-11-27, 3 records, Verified
Evidence
Matched against CLM-423871
| Field | Similarity | Weight | Note |
|---|---|---|---|
| Name | 1.00 | 3.0 | |
| Date of birth | 1.00 | 3.0 | exact |
| Phone | 1.00 | 1.5 |
Audit
5 hash-chained entries for this record
- Record linked automatically88bcb6ba3f2026-10-19 19:54:38, scoring_agentidentity id MBR-027505, confidence 1, method probabilistic, matched record CLM-423871, policy version 1
- Record linked automaticallyff242a7d332026-10-19 19:52:09, scoring_agentidentity id MBR-027505, confidence 1, method probabilistic, matched record CLM-423871, policy version 1
- Record linked automatically74e5cbeedf2026-10-19 19:45:42, scoring_agentidentity id MBR-027505, confidence 1, method probabilistic, matched record CLM-423871, policy version 1
- Record linked automaticallyb6109a68bd2026-10-19 19:32:31, scoring_agentidentity id MBR-027505, confidence 1, method probabilistic, matched record CLM-423871, policy version 1
- Record linked automatically4a880810dc2026-10-19 19:31:28, scoring_agentidentity id MBR-028627, confidence 0.985, method probabilistic, matched record ENR-131410, policy version 1